Update app.py
Browse files
app.py
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@@ -3,7 +3,7 @@ from transformers import pipeline
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from PIL import Image
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import numpy as np
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# Stage 1: Image to
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@st.cache_resource
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def load_image_caption_model():
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return pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
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@@ -13,21 +13,21 @@ def generate_caption(image):
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result = caption_model(image)
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return result[0]['generated_text']
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# Stage 2:
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@st.cache_resource
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def load_story_generator():
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return pipeline("
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def text2story(description):
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story_gen = load_story_generator()
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prompt = f"
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story = story_gen(prompt)[0]['generated_text']
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return story
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# Stage 3: Story to
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@st.cache_resource
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def load_tts():
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return pipeline("text-to-speech", model="
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def story_to_audio(story_text):
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tts = load_tts()
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@@ -40,7 +40,6 @@ def story_to_audio(story_text):
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def main():
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st.set_page_config(page_title="Kids Story Creator", layout="centered")
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st.title("🧒 Kids Story Creator 📖")
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st.write("Upload a picture and let us create a short story with voice for children aged 3–10!")
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uploaded_image = st.file_uploader("Upload an image (jpg/jpeg/png):", type=["jpg", "jpeg", "png"])
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@@ -48,19 +47,18 @@ def main():
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image = Image.open(uploaded_image).convert("RGB")
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st.image(image, caption="Uploaded Image", use_column_width=True)
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st.write(f"**Caption:** {caption}")
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if __name__ == "__main__":
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main()
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from PIL import Image
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import numpy as np
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# Stage 1: Image to Caption
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@st.cache_resource
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def load_image_caption_model():
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return pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
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result = caption_model(image)
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return result[0]['generated_text']
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# Stage 2: Caption to Story
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@st.cache_resource
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def load_story_generator():
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return pipeline("text-generation", model="pranavpsv/gpt2-genre-story-generator", max_length=120)
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def text2story(description):
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story_gen = load_story_generator()
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prompt = f"A short and fun children's story about {description}."
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story = story_gen(prompt)[0]['generated_text']
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return story
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# Stage 3: Story to Speech
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@st.cache_resource
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def load_tts():
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return pipeline("text-to-speech", model="espnet/kan-bayashi_ljspeech_vits", framework="espnet")
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def story_to_audio(story_text):
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tts = load_tts()
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def main():
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st.set_page_config(page_title="Kids Story Creator", layout="centered")
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st.title("🧒 Kids Story Creator 📖")
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uploaded_image = st.file_uploader("Upload an image (jpg/jpeg/png):", type=["jpg", "jpeg", "png"])
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image = Image.open(uploaded_image).convert("RGB")
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st.image(image, caption="Uploaded Image", use_column_width=True)
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with st.spinner("Step 1: Generating description..."):
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caption = generate_caption(image)
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st.success(f"Caption: {caption}")
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with st.spinner("Step 2: Generating a short story..."):
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story = text2story(caption)
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st.success("Here's your story:")
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st.write(story)
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with st.spinner("Step 3: Converting story to audio..."):
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audio, sample_rate = story_to_audio(story)
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st.audio(audio, format="audio/wav", sample_rate=sample_rate)
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if __name__ == "__main__":
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main()
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